Verfügbar
Advance Dashboard Library
Pre-built Highcharts dashboard templates for atvise SCADA
Mehr erfahren
Funktionen
Alles, was Sie brauchen, in einem Modul
5 Algorithms in Pure JavaScript
Linear / polynomial (ridge) regression, logistic regression, Isolation Forest, KMeans and Bayesian Optimization — all running inside atvise (webMI + OPC UA + browser). No Python, no TensorFlow, no cloud, no third-party licenses.
Train Directly on Historian Data
Pick historized OPC UA signals as inputs and target. Automatic alignment and resampling (5 s to hours) with correct handling of slow-changing and binary signals — no export, no separate data-science project.
Regression & Prediction
Predict a continuous variable — e.g. outlet temperature as a function of power and flow — and review R², residuals and feature charts before putting the model to work.
Classification & Anomaly Detection
Logistic regression returns the probability of a binary state (e.g. failure in the next window); Isolation Forest flags anomalous vibration bursts without labeled data.
Operating-Mode Discovery (KMeans)
Cluster historian data to reveal production regimes and operating modes, with silhouette scoring and per-cluster inspection.
Bayesian Optimization of Setpoints
Search for the setpoints (power, flow, …) that maximize efficiency on top of a trained model — Optimize → Results workflow with iteration charts.
Portable JSON Models
Each model is a self-contained JSON (ml-portable-v2: pipeline + scalers + weights) that can be backed up and moved between servers.
Guided Workflow & Projects Tree
Data → Training → Performance → Inference, with metrics and charts at every step. Work is organized as groups → projects → algorithm instances; a simulation package demos the module without plant data.
Technische Details
Spezifikationen & Anforderungen
Individuelles Angebot gewünscht?
Mengenrabatte für Installationen an mehreren Standorten. Unser Team stellt das passende Paket für Ihre Anlage zusammen.
Kostenloser Proof of Concept für qualifizierte Projekte
Flexible Zahlung: unbefristet oder SaaS
Dedizierte Unterstützung bei der Einführung
